Results
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplotly(ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd, text = paste0("Lineup: ", lineup))) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs. Uncertainty',
subtitle = 'Pareto Lineups Bolded'))
psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
4135
|
127.50
|
2.90
|
Lamar Jackson
|
BAL
|
QB
|
24.24
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.66
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.92
|
0.04
|
7000
|
|
D’Andre Swift
|
DET
|
RB
|
13.97
|
0.04
|
6700
|
|
Cooper Kupp
|
LAR
|
WR
|
13.26
|
0.04
|
7100
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.33
|
0.03
|
6900
|
|
Kendrick Bourne
|
SFO
|
WR
|
7.94
|
0.08
|
4800
|
|
Travis Kelce
|
KCC
|
TE
|
15.07
|
0.57
|
8500
|
|
New York Jets
|
NYJ
|
DST
|
5.10
|
0.04
|
3000
|
|
3621
|
130.13
|
3.19
|
Lamar Jackson
|
BAL
|
QB
|
26.09
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.47
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
16.72
|
0.70
|
7400
|
|
James Robinson
|
JAC
|
RB
|
14.86
|
0.04
|
7000
|
|
Robert Woods
|
LAR
|
WR
|
13.57
|
0.02
|
7400
|
|
Cooper Kupp
|
LAR
|
WR
|
13.17
|
0.04
|
7100
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.36
|
0.03
|
6900
|
|
Jordan Reed
|
SFO
|
TE
|
7.86
|
0.25
|
5100
|
|
New York Jets
|
NYJ
|
DST
|
5.02
|
0.04
|
3000
|
|
1524
|
130.15
|
4.48
|
Lamar Jackson
|
BAL
|
QB
|
24.81
|
1.00
|
8200
|
|
Dalvin Cook
|
MIN
|
RB
|
19.00
|
0.30
|
9400
|
|
Alvin Kamara
|
NOS
|
RB
|
19.91
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.88
|
0.04
|
7000
|
|
Terry McLaurin
|
WAS
|
WR
|
12.89
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.37
|
0.03
|
6900
|
|
Emmanuel Sanders
|
NOS
|
WR
|
10.67
|
0.55
|
5500
|
|
Zach Ertz
|
PHI
|
TE
|
9.61
|
1.32
|
5300
|
|
New York Jets
|
NYJ
|
DST
|
5.00
|
0.04
|
3000
|
|
6204
|
131.66
|
4.74
|
Lamar Jackson
|
BAL
|
QB
|
24.23
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.41
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.88
|
0.04
|
7000
|
|
J.D. McKissic
|
WAS
|
RB
|
12.22
|
0.19
|
5800
|
|
Terry McLaurin
|
WAS
|
WR
|
13.07
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.33
|
0.03
|
6900
|
|
Amari Cooper
|
DAL
|
WR
|
15.35
|
1.33
|
6700
|
|
T.J. Hockenson
|
DET
|
TE
|
9.63
|
0.37
|
6200
|
|
Seattle Seahawks
|
SEA
|
DST
|
8.55
|
0.61
|
4500
|
|
62
|
131.71
|
4.81
|
Lamar Jackson
|
BAL
|
QB
|
26.45
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
18.57
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
17.47
|
0.70
|
7400
|
|
James Robinson
|
JAC
|
RB
|
14.84
|
0.04
|
7000
|
|
Terry McLaurin
|
WAS
|
WR
|
13.23
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.35
|
0.03
|
6900
|
|
Amari Cooper
|
DAL
|
WR
|
12.88
|
1.33
|
6700
|
|
Jordan Reed
|
SFO
|
TE
|
7.69
|
0.25
|
5100
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.23
|
0.28
|
4000
|
|
3659
|
132.96
|
5.11
|
Lamar Jackson
|
BAL
|
QB
|
24.01
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
21.13
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.91
|
0.04
|
7000
|
|
Cam Akers
|
LAR
|
RB
|
14.19
|
0.34
|
6700
|
|
Terry McLaurin
|
WAS
|
WR
|
13.03
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.32
|
0.03
|
6900
|
|
Amari Cooper
|
DAL
|
WR
|
14.84
|
1.33
|
6700
|
|
Mark Andrews
|
BAL
|
TE
|
12.50
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.03
|
0.04
|
3000
|
|
6614
|
134.00
|
5.74
|
Deshaun Watson
|
HOU
|
QB
|
25.42
|
1.82
|
8100
|
|
Alvin Kamara
|
NOS
|
RB
|
19.88
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.86
|
0.04
|
7000
|
|
Sony Michel
|
NEP
|
RB
|
11.90
|
0.81
|
5000
|
|
Calvin Ridley
|
ATL
|
WR
|
16.74
|
0.66
|
8400
|
|
Terry McLaurin
|
WAS
|
WR
|
13.07
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.35
|
0.03
|
6900
|
|
Mark Andrews
|
BAL
|
TE
|
13.63
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.15
|
0.04
|
3000
|
|
3899
|
135.28
|
6.23
|
Lamar Jackson
|
BAL
|
QB
|
25.65
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.57
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.87
|
0.04
|
7000
|
|
Leonard Fournette
|
TBB
|
RB
|
15.98
|
1.64
|
5500
|
|
Tyreek Hill
|
KCC
|
WR
|
17.71
|
0.71
|
9300
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.35
|
0.03
|
6900
|
|
Emmanuel Sanders
|
NOS
|
WR
|
10.62
|
0.55
|
5500
|
|
Mark Andrews
|
BAL
|
TE
|
11.50
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.03
|
0.04
|
3000
|
|
4736
|
135.50
|
6.99
|
Lamar Jackson
|
BAL
|
QB
|
25.49
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
18.97
|
1.06
|
7800
|
|
J.D. McKissic
|
WAS
|
RB
|
12.12
|
0.19
|
5800
|
|
Leonard Fournette
|
TBB
|
RB
|
16.71
|
1.64
|
5500
|
|
Calvin Ridley
|
ATL
|
WR
|
17.08
|
0.66
|
8400
|
|
Brandin Cooks
|
HOU
|
WR
|
12.98
|
1.20
|
6600
|
|
Emmanuel Sanders
|
NOS
|
WR
|
10.53
|
0.55
|
5500
|
|
Travis Kelce
|
KCC
|
TE
|
15.45
|
0.57
|
8500
|
|
Philadelphia Eagles
|
PHI
|
DST
|
6.17
|
0.13
|
3700
|
|
9573
|
136.37
|
7.05
|
Lamar Jackson
|
BAL
|
QB
|
25.94
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.64
|
1.06
|
7800
|
|
D’Andre Swift
|
DET
|
RB
|
13.90
|
0.04
|
6700
|
|
Leonard Fournette
|
TBB
|
RB
|
14.41
|
1.64
|
5500
|
|
Calvin Ridley
|
ATL
|
WR
|
17.14
|
0.66
|
8400
|
|
Tyler Lockett
|
SEA
|
WR
|
14.21
|
0.92
|
7400
|
|
Amari Cooper
|
DAL
|
WR
|
16.19
|
1.33
|
6700
|
|
T.J. Hockenson
|
DET
|
TE
|
9.88
|
0.37
|
6200
|
|
New York Jets
|
NYJ
|
DST
|
5.06
|
0.04
|
3000
|
|
3336
|
136.74
|
7.26
|
Kyler Murray
|
ARI
|
QB
|
24.35
|
1.45
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
20.21
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.93
|
0.04
|
7000
|
|
Leonard Fournette
|
TBB
|
RB
|
16.47
|
1.64
|
5500
|
|
Calvin Ridley
|
ATL
|
WR
|
15.95
|
0.66
|
8400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.34
|
0.03
|
6900
|
|
Brandin Cooks
|
HOU
|
WR
|
12.79
|
1.20
|
6600
|
|
Mark Andrews
|
BAL
|
TE
|
13.74
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
4.95
|
0.04
|
3000
|
|
3425
|
137.53
|
7.53
|
Lamar Jackson
|
BAL
|
QB
|
24.19
|
1.00
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
28.16
|
1.85
|
10200
|
|
Alvin Kamara
|
NOS
|
RB
|
17.87
|
1.06
|
7800
|
|
Leonard Fournette
|
TBB
|
RB
|
14.35
|
1.64
|
5500
|
|
Robert Woods
|
LAR
|
WR
|
13.60
|
0.02
|
7400
|
|
Cooper Kupp
|
LAR
|
WR
|
13.23
|
0.04
|
7100
|
|
Emmanuel Sanders
|
NOS
|
WR
|
11.09
|
0.55
|
5500
|
|
Zach Ertz
|
PHI
|
TE
|
10.04
|
1.32
|
5300
|
|
New York Jets
|
NYJ
|
DST
|
4.99
|
0.04
|
3000
|
|
5963
|
137.75
|
8.03
|
Lamar Jackson
|
BAL
|
QB
|
25.20
|
1.00
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
27.87
|
1.85
|
10200
|
|
Alvin Kamara
|
NOS
|
RB
|
17.51
|
1.06
|
7800
|
|
Leonard Fournette
|
TBB
|
RB
|
15.16
|
1.64
|
5500
|
|
A.J. Brown
|
TEN
|
WR
|
16.08
|
0.63
|
8300
|
|
Keke Coutee
|
HOU
|
WR
|
10.81
|
0.62
|
5900
|
|
Emmanuel Sanders
|
NOS
|
WR
|
11.49
|
0.55
|
5500
|
|
Jordan Reed
|
SFO
|
TE
|
7.57
|
0.25
|
5100
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.05
|
0.43
|
3500
|
|
943
|
139.51
|
8.85
|
Lamar Jackson
|
BAL
|
QB
|
24.65
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.74
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
17.01
|
0.70
|
7400
|
|
Leonard Fournette
|
TBB
|
RB
|
16.16
|
1.64
|
5500
|
|
Terry McLaurin
|
WAS
|
WR
|
12.96
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.33
|
0.03
|
6900
|
|
Denzel Mims
|
NYJ
|
WR
|
13.83
|
2.39
|
5500
|
|
Mark Andrews
|
BAL
|
TE
|
12.19
|
1.16
|
6800
|
|
Los Angeles Rams
|
LAR
|
DST
|
9.64
|
0.76
|
5000
|
|
4180
|
140.49
|
9.00
|
Lamar Jackson
|
BAL
|
QB
|
22.62
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.38
|
1.06
|
7800
|
|
Cam Akers
|
LAR
|
RB
|
14.47
|
0.34
|
6700
|
|
Tony Pollard
|
DAL
|
RB
|
23.55
|
5.81
|
4700
|
|
Cooper Kupp
|
LAR
|
WR
|
13.22
|
0.04
|
7100
|
|
Terry McLaurin
|
WAS
|
WR
|
12.94
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.40
|
0.03
|
6900
|
|
Travis Kelce
|
KCC
|
TE
|
14.87
|
0.57
|
8500
|
|
New York Jets
|
NYJ
|
DST
|
5.04
|
0.04
|
3000
|
|
1083
|
141.14
|
9.45
|
Lamar Jackson
|
BAL
|
QB
|
24.81
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.80
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
16.40
|
0.70
|
7400
|
|
Leonard Fournette
|
TBB
|
RB
|
16.20
|
1.64
|
5500
|
|
Adam Thielen
|
MIN
|
WR
|
17.24
|
1.73
|
7500
|
|
Amari Cooper
|
DAL
|
WR
|
13.11
|
1.33
|
6700
|
|
Emmanuel Sanders
|
NOS
|
WR
|
11.03
|
0.55
|
5500
|
|
Mark Andrews
|
BAL
|
TE
|
14.31
|
1.16
|
6800
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
7.24
|
0.28
|
4000
|
|
8093
|
142.36
|
9.78
|
Lamar Jackson
|
BAL
|
QB
|
25.27
|
1.00
|
8200
|
|
James Robinson
|
JAC
|
RB
|
14.91
|
0.04
|
7000
|
|
J.D. McKissic
|
WAS
|
RB
|
12.25
|
0.19
|
5800
|
|
Tony Pollard
|
DAL
|
RB
|
24.63
|
5.81
|
4700
|
|
Cooper Kupp
|
LAR
|
WR
|
13.21
|
0.04
|
7100
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.32
|
0.03
|
6900
|
|
Amari Cooper
|
DAL
|
WR
|
14.07
|
1.33
|
6700
|
|
Travis Kelce
|
KCC
|
TE
|
15.43
|
0.57
|
8500
|
|
Los Angeles Rams
|
LAR
|
DST
|
9.27
|
0.76
|
5000
|
|
3598
|
144.80
|
9.96
|
Lamar Jackson
|
BAL
|
QB
|
25.23
|
1.00
|
8200
|
|
James Robinson
|
JAC
|
RB
|
14.89
|
0.04
|
7000
|
|
Leonard Fournette
|
TBB
|
RB
|
13.07
|
1.64
|
5500
|
|
Tony Pollard
|
DAL
|
RB
|
27.40
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
17.85
|
0.71
|
9300
|
|
Terry McLaurin
|
WAS
|
WR
|
12.93
|
0.12
|
6900
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.33
|
0.03
|
6900
|
|
Travis Kelce
|
KCC
|
TE
|
15.01
|
0.57
|
8500
|
|
New York Jets
|
NYJ
|
DST
|
5.10
|
0.04
|
3000
|
|
2261
|
145.99
|
10.32
|
Lamar Jackson
|
BAL
|
QB
|
22.44
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
18.18
|
1.06
|
7800
|
|
J.D. McKissic
|
WAS
|
RB
|
12.08
|
0.19
|
5800
|
|
Tony Pollard
|
DAL
|
RB
|
31.38
|
5.81
|
4700
|
|
A.J. Brown
|
TEN
|
WR
|
16.31
|
0.63
|
8300
|
|
DK Metcalf
|
SEA
|
WR
|
15.44
|
0.46
|
8200
|
|
Emmanuel Sanders
|
NOS
|
WR
|
9.86
|
0.55
|
5500
|
|
Travis Kelce
|
KCC
|
TE
|
15.23
|
0.57
|
8500
|
|
New York Jets
|
NYJ
|
DST
|
5.07
|
0.04
|
3000
|
|
8431
|
146.21
|
10.91
|
Kyler Murray
|
ARI
|
QB
|
24.45
|
1.45
|
8000
|
|
Alvin Kamara
|
NOS
|
RB
|
18.25
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.95
|
0.04
|
7000
|
|
Tony Pollard
|
DAL
|
RB
|
27.57
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
18.13
|
0.71
|
9300
|
|
Robert Woods
|
LAR
|
WR
|
13.57
|
0.02
|
7400
|
|
Keke Coutee
|
HOU
|
WR
|
11.40
|
0.62
|
5900
|
|
Mark Andrews
|
BAL
|
TE
|
12.84
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.06
|
0.04
|
3000
|
|
2180
|
147.08
|
11.01
|
Lamar Jackson
|
BAL
|
QB
|
24.93
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
17.62
|
1.06
|
7800
|
|
James Robinson
|
JAC
|
RB
|
14.86
|
0.04
|
7000
|
|
Tony Pollard
|
DAL
|
RB
|
27.40
|
5.81
|
4700
|
|
Calvin Ridley
|
ATL
|
WR
|
16.54
|
0.66
|
8400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.33
|
0.03
|
6900
|
|
Brandin Cooks
|
HOU
|
WR
|
13.91
|
1.20
|
6600
|
|
Mark Andrews
|
BAL
|
TE
|
12.55
|
1.16
|
6800
|
|
Dallas Cowboys
|
DAL
|
DST
|
5.94
|
0.06
|
3600
|
|
8277
|
150.29
|
11.06
|
Lamar Jackson
|
BAL
|
QB
|
23.88
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.62
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
16.46
|
0.70
|
7400
|
|
Tony Pollard
|
DAL
|
RB
|
31.05
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
17.74
|
0.71
|
9300
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.37
|
0.03
|
6900
|
|
Emmanuel Sanders
|
NOS
|
WR
|
10.81
|
0.55
|
5500
|
|
Mark Andrews
|
BAL
|
TE
|
12.30
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.06
|
0.04
|
3000
|
|
3120
|
150.34
|
11.22
|
Lamar Jackson
|
BAL
|
QB
|
25.94
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
19.98
|
1.06
|
7800
|
|
Sony Michel
|
NEP
|
RB
|
10.80
|
0.81
|
5000
|
|
Tony Pollard
|
DAL
|
RB
|
29.31
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
17.92
|
0.71
|
9300
|
|
Brandon Aiyuk
|
SFO
|
WR
|
13.39
|
0.03
|
6900
|
|
Brandin Cooks
|
HOU
|
WR
|
13.47
|
1.20
|
6600
|
|
Travis Kelce
|
KCC
|
TE
|
14.52
|
0.57
|
8500
|
|
New York Jets
|
NYJ
|
DST
|
5.02
|
0.04
|
3000
|
|
5351
|
152.86
|
12.24
|
Lamar Jackson
|
BAL
|
QB
|
24.20
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.04
|
1.06
|
7800
|
|
Jonathan Taylor
|
IND
|
RB
|
17.68
|
0.70
|
7400
|
|
Tony Pollard
|
DAL
|
RB
|
31.53
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
18.49
|
0.71
|
9300
|
|
Amari Cooper
|
DAL
|
WR
|
13.20
|
1.33
|
6700
|
|
Emmanuel Sanders
|
NOS
|
WR
|
10.04
|
0.55
|
5500
|
|
T.J. Hockenson
|
DET
|
TE
|
10.08
|
0.37
|
6200
|
|
San Francisco 49ers
|
SFO
|
DST
|
7.59
|
0.71
|
4200
|
|
1261
|
153.08
|
13.15
|
Lamar Jackson
|
BAL
|
QB
|
23.92
|
1.00
|
8200
|
|
Alvin Kamara
|
NOS
|
RB
|
18.74
|
1.06
|
7800
|
|
Leonard Fournette
|
TBB
|
RB
|
15.48
|
1.64
|
5500
|
|
Tony Pollard
|
DAL
|
RB
|
30.01
|
5.81
|
4700
|
|
Calvin Ridley
|
ATL
|
WR
|
16.34
|
0.66
|
8400
|
|
Adam Thielen
|
MIN
|
WR
|
16.44
|
1.73
|
7500
|
|
Emmanuel Sanders
|
NOS
|
WR
|
11.43
|
0.55
|
5500
|
|
Travis Kelce
|
KCC
|
TE
|
14.28
|
0.57
|
8500
|
|
Philadelphia Eagles
|
PHI
|
DST
|
6.43
|
0.13
|
3700
|
|
1666
|
153.87
|
14.07
|
Lamar Jackson
|
BAL
|
QB
|
25.55
|
1.00
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
24.82
|
1.85
|
10200
|
|
Alvin Kamara
|
NOS
|
RB
|
20.49
|
1.06
|
7800
|
|
Tony Pollard
|
DAL
|
RB
|
27.31
|
5.81
|
4700
|
|
Amari Cooper
|
DAL
|
WR
|
14.02
|
1.33
|
6700
|
|
Brandin Cooks
|
HOU
|
WR
|
13.22
|
1.20
|
6600
|
|
Keke Coutee
|
HOU
|
WR
|
11.47
|
0.62
|
5900
|
|
Mark Andrews
|
BAL
|
TE
|
11.96
|
1.16
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.01
|
0.04
|
3000
|
|
5382
|
155.21
|
15.01
|
Jalen Hurts
|
PHI
|
QB
|
22.58
|
2.51
|
6900
|
|
Alvin Kamara
|
NOS
|
RB
|
19.91
|
1.06
|
7800
|
|
Leonard Fournette
|
TBB
|
RB
|
16.56
|
1.64
|
5500
|
|
Tony Pollard
|
DAL
|
RB
|
28.18
|
5.81
|
4700
|
|
Tyreek Hill
|
KCC
|
WR
|
18.15
|
0.71
|
9300
|
|
Calvin Ridley
|
ATL
|
WR
|
16.25
|
0.66
|
8400
|
|
Brandin Cooks
|
HOU
|
WR
|
13.74
|
1.20
|
6600
|
|
Mark Andrews
|
BAL
|
TE
|
12.95
|
1.16
|
6800
|
|
Tampa Bay Buccaneers
|
TBB
|
DST
|
6.89
|
0.28
|
4000
|